diff --git a/README.md b/README.md
index f00ea82..b10c19d 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,11 @@
 # bloom-demo
 Early dev prototype for decentralized bloom. Not for public eyes **yet**.
 
-```python
-if you.read(this) and you.name not in '@timdettmers @borzunov @mryab @greenfatguy'.split():
-  you.go("away")
-```
-
+Roadmap: [issue #12](https://github.com/learning-at-home/bloom-demo/issues/12)
 
+Latest news @ main branch (max 5):
+- [Jul 1] @yozh added RemoteSequential and test for full model exact match
+- [June 28] @dbaranchunk added quick deployment scripts for testnet
 
 ### install
 
@@ -65,7 +64,7 @@ loss = (outputs * torch.randn_like(outputs)).norm()
 loss.backward()
 
 # test inference, one block
-with layer3.inference_session() as sess:
+with layer3.begin_inference_session() as sess:
     for i in range(10):
         res = sess.step(torch.ones(1, 1, 4096))
 ```
@@ -94,9 +93,7 @@ python -m cli.run_server --prefix bloom6b3 --converted_model_name_or_path bigsci
 export PYTHONPATH=. INITIAL_PEERS="/ip4/TODO_COPY_INITIAL_PEERS_FROM_SERVER_OUTPUT"
 BLOCK_UID=bloom6b3.3 pytest tests/test_block_exact_match.py
 BLOCK_UID=bloom6b3.4 pytest tests/test_block_exact_match.py
+
 # the test below will fail because there is no server that serves layer 7
 # BLOCK_UID=bloom6b3.7 pytest tests/test_block_exact_match.py
-
-# test full model exact match
-MODEL_NAME=bigscience/test-bloomd-6b3 REF_NAME=bigscience/bloom-6b3 pytest tests/test_full_model.py
 ```